Documentation
In-app guides and repository markdown for judges, contributors, and anyone tracing how MatchMind separates official FIFA data from preview mockup.
Architecture
Agent flow, MongoDB collections, admin writes, security, and implementation map.
docs/ARCHITECTURE.md
Full architecture write-up on GitHub — same content as the in-app page, in markdown.
docs/DATA-SOURCES.md
Official vs mockup vs live — fixtures, squads, preview scores, and sync pipeline.
docs/PLAYER-STATS-SOURCES.md
Matchday player stats — FIFA scores, FotMob automated feed, ESPN/FOX fallbacks, and sync workflow.